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RunAllCalcs.py
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RunAllCalcs.py
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'''
RunAllCalcs.py
@author: Kristin Helling
'''
# Helper Library/File
import sys
import itertools
import copy
from RMfileReader import *
# All Calculations
import FindCandP
import FindR
import FindMT
import FindQ
import FindLg
# BIC Test
import BIC
# File I/O
import printAndParseFiles
def RunGlobalAlphaTest(beginSeqNum, endSeqNum, firstTime, significantRepeatList, organism, prmPrefix, prmDirectory = 'prm_files/'):
"""
Runs all Global Alpha test calculations.
beginSeqNum: Beginning chromosome range.
endSeqNum: Ending chromosome range.
firstTime: Boolean if first time for all calculations.
significantRepeatList: List of significant transposable element family instances.
organism: Organism's name.
prmDirectory: Directory where all of the .prm files are located.
"""
print ("GLOBAL ALPHA")
# to find global alpha values for C and P
if firstTime == True:
AllRepObjs = list(itertools.chain.from_iterable(([unpickleRepeats(prmPrefix + "%d" % chrNum, prmDirectory) for chrNum in range(beginSeqNum, endSeqNum+1)])))
print (len(AllRepObjs))
sigReps = printAndParseFiles.SigTEs(AllRepObjs, significantRepeatList)
print len(sigReps)
CfamilyMats = FindCandP.combineMatrices(sigReps)
print ("done with C")
printAndParseFiles.printListToFile(CfamilyMats, "Calculations_" + organism + "\CFamilyMats.txt")
PfamilyMats = FindCandP.getPSymm(CfamilyMats)
printAndParseFiles.printListToFile(PfamilyMats, "Calculations_" + organism + "\PFamilyMats.txt")
print ("done with P")
else:
PfamilyMats = printAndParseFiles.parsePfamilyFile("Calculations_" + organism + "\PFamilyMats.txt")
# to find global alpha values for R*t
print ("R")
RmatDict = FindR.calculateR(PfamilyMats)
printAndParseFiles.printMatrixToFile(RmatDict, "Calculations_" + organism + "\RFamilyMats.txt" )
# to find global alpha values for m*t
matSize = 4
print ("mt")
mtDict = FindMT.calculateMt(RmatDict, matSize)
printAndParseFiles.printValuesToFile(mtDict, "Calculations_" + organism + "\MTFamilyVals.txt")
# to find global alpha values for Q
print ("Q")
QmatDict = FindQ.calculateQvalues(mtDict, RmatDict, matSize)
printAndParseFiles.printMatrixToFile(QmatDict, "Calculations_" + organism + "\QFamilyMats.txt" )
def RunAlphaGammaTest(chr, organism):
"""
Runs all Alpha, Gamma test calculations.
chr: Current chromosome number.
organism: Organism's name.
"""
print ("ALPHA GAMMA")
# to find C alpha, gamma and P alpha, gamma
seqNames = printAndParseFiles.findSeqNames("geneLocations" + organism + "\GeneLocations%d.txt" % (chr))
seqCagDictAsym = FindCandP.combineSeqMats("SubMatinGenes" + organism[0].upper() + "\SubMatinGenes%d.txt" % (chr), seqNames)
seqCagDictSym = copy.deepcopy(seqCagDictAsym)
printAndParseFiles.printDictionaryListToFile(seqCagDictAsym, "Calculations_" + organism + "\CSeqFamilyMats\CSeqFamilyMats%d.txt" % (chr))
seqPagDictAsym = FindCandP.findPalphaGammaAsymmetric(seqCagDictAsym)
seqPagDictSym = FindCandP.findPalphaGammaSymmetric(seqCagDictSym)
printAndParseFiles.printDictionaryListToFile(seqPagDictAsym, "Calculations_" + organism + "\PSeqFamilyMats\PSeqFamilyMatsAsymmetric%d.txt" % (chr))
printAndParseFiles.printDictionaryListToFile(seqPagDictSym, "Calculations_" + organism + "\PSeqFamilyMats\PSeqFamilyMatsSymmetric%d.txt" % (chr))
# to find R*t alpha, gamma
RagDictAsym = FindR.calculateRag(seqPagDictAsym, str(chr), "Asymmetric", "RAssertionFailuresAsymmetric_" + organism + "/")
RagDictSym = FindR.calculateRag(seqPagDictSym, str(chr), "Symmetric", "RAssertionFailuresSymmetric_" + organism + "/")
for gene, families in RagDictSym.items():
for name, Rmatrix in families.items():
if name not in RagDictAsym[gene]:
print "From Symmetric"
print gene, name
del RagDictSym[gene][name]
for gene, families in RagDictAsym.items():
for name, Rmatrix in families.items():
if name not in RagDictSym[gene]:
print "From Asymmetric"
print gene, name
del RagDictAsym[gene][name]
printAndParseFiles.printDictionaryMatrixToFile(RagDictAsym, "Calculations_" + organism + "\RSeqFamilyMats\RSeqFamilyMatsAsymmetric%d.txt" % (chr))
printAndParseFiles.printDictionaryMatrixToFile(RagDictSym, "Calculations_" + organism + "\RSeqFamilyMats\RSeqFamilyMatsSymmetric%d.txt" % (chr))
# to find Q alpha,gamma and Q gamma
matSize = 4
MtagDictAsym = FindMT.calculateMtalphaGamma(RagDictAsym, matSize)
MtagDictSym = FindMT.calculateMtalphaGamma(RagDictSym, matSize)
printAndParseFiles.printDictionaryofValuesToFile(MtagDictAsym, "Calculations_" + organism + "\MtSeqFamilyMats\MtSeqFamilyMatsAsymmetric%d.txt" % (chr))
printAndParseFiles.printDictionaryofValuesToFile(MtagDictSym, "Calculations_" + organism + "\MtSeqFamilyMats\MtSeqFamilyMatsSymmetric%d.txt" % (chr))
QagDictAsym = FindQ.calculateQag(RagDictAsym, MtagDictAsym, matSize)
QagDictSym = FindQ.calculateQag(RagDictSym, MtagDictSym, matSize)
printAndParseFiles.printDictionaryMatrixToFile(QagDictAsym, "Calculations_" + organism + "\QSeqFamilyMats\QSeqFamilyMatsAsymmetric%d.txt" % (chr))
printAndParseFiles.printDictionaryMatrixToFile(QagDictSym, "Calculations_" + organism + "\QSeqFamilyMats\QSeqFamilyMatsSymmetric%d.txt" % (chr))
QgammaAsym = FindQ.findQgamma(QagDictAsym)
QgammaSym = FindQ.findQgamma(QagDictSym)
printAndParseFiles.printMatrixToFile(QgammaAsym, "Calculations_" + organism + "\Qgamma\QgammaAsymmetric%d.txt" % (chr))
printAndParseFiles.printMatrixToFile(QgammaSym, "Calculations_" + organism + "\Qgamma\QgammaSymmetric%d.txt" % (chr))
print ("DONE WITH CHR %d" % chr)
def RunGammaTest(chr, beginSeqName, globalOrLocalMts, organism):
"""
Runs all Gamma test calculations.
chr: Current chromosome number.
beginSeqName: Beginning of sequence names for query.
globalOrLocalMts: String identifying whether to use global or local Mt values.
organism: Organism's name.
"""
print ("GAMMA")
# to find P gamma
familyListAsym = printAndParseFiles.parsePalphaGamma("Calculations_" + organism + "\RSeqFamilyMats\RSeqFamilyMatsAsymmetric%d.txt" % (chr), beginSeqName)#change this to Rag, should be the final area of filtering
familyListSym = printAndParseFiles.parsePalphaGamma("Calculations_" + organism + "\RSeqFamilyMats\RSeqFamilyMatsSymmetric%d.txt" % (chr), beginSeqName)
QgammaAsym = printAndParseFiles.parseQgammaFile("Calculations_" + organism + "\Qgamma\QgammaAsymmetric%d.txt" % (chr))
QgammaSym = printAndParseFiles.parseQgammaFile("Calculations_" + organism + "\Qgamma\QgammaSymmetric%d.txt" % (chr))
mtDict = {}
if (globalOrLocalMts == "Global"):
mtDict = printAndParseFiles.parseValueFile("Calculations_" + organism + "\MTFamilyVals.txt")
PalphaGammaHatAsym = FindCandP.calculatePalphaGammaHatGlobal(QgammaAsym, familyListAsym, mtDict)
PalphaGammaHatSym = FindCandP.calculatePalphaGammaHatGlobal(QgammaSym, familyListSym, mtDict)
printAndParseFiles.printDictionaryMatrixToFile(PalphaGammaHatAsym, "Calculations_" + organism + "\PalphaGammaHat%s\PalphaGammaHatAsymmetric%d.txt" % (globalOrLocalMts,chr))
printAndParseFiles.printDictionaryMatrixToFile(PalphaGammaHatSym, "Calculations_" + organism + "\PalphaGammaHat%s\PalphaGammaHatSymmetric%d.txt" % (globalOrLocalMts,chr))
CalphaGamma = printAndParseFiles.parseCalphaGammaFile("Calculations_" + organism + "\CSeqFamilyMats\CSeqFamilyMats%d.txt" % (chr), beginSeqName)
# calculate this section's L gamma value
LgammaAsym = FindLg.findLgamma(CalphaGamma, PalphaGammaHatAsym)
LgammaSym = FindLg.findLgamma(CalphaGamma, PalphaGammaHatSym)
printAndParseFiles.printValuesToFile(LgammaAsym, "Calculations_" + organism + "\Lgamma%s\LgammaAsymmetric%d.txt" % (globalOrLocalMts,chr))
printAndParseFiles.printValuesToFile(LgammaSym, "Calculations_" + organism + "\Lgamma%s\LgammaSymmetric%d.txt" % (globalOrLocalMts,chr))
elif (globalOrLocalMts == "Local"):
mtDictAsym = printAndParseFiles.parseMtalphaGammaFile("Calculations_" + organism + "\MtSeqFamilyMats\MtSeqFamilyMatsAsymmetric%d.txt" % chr, beginSeqName) # create dictionary values for asymmetric and symmetric, perform gamma calculations using them
PalphaGammaHatAsym = FindCandP.calculatePalphaGammaHatLocal(QgammaAsym, familyListAsym, mtDictAsym)
mtDictSym = printAndParseFiles.parseMtalphaGammaFile("Calculations_" + organism + "\MtSeqFamilyMats\MtSeqFamilyMatsSymmetric%d.txt" % chr, beginSeqName)
PalphaGammaHatSym = FindCandP.calculatePalphaGammaHatLocal(QgammaSym, familyListSym, mtDictSym)
printAndParseFiles.printDictionaryMatrixToFile(PalphaGammaHatAsym, "Calculations_" + organism + "\PalphaGammaHat%s\PalphaGammaHatAsymmetric%d.txt" % (globalOrLocalMts,chr))
printAndParseFiles.printDictionaryMatrixToFile(PalphaGammaHatSym, "Calculations_" + organism + "\PalphaGammaHat%s\PalphaGammaHatSymmetric%d.txt" % (globalOrLocalMts,chr))
CalphaGamma = printAndParseFiles.parseCalphaGammaFile("Calculations_" + organism + "\CSeqFamilyMats\CSeqFamilyMats%d.txt" % (chr), beginSeqName)
# calculate this section's L gamma value
LgammaAsym = FindLg.findLgamma(CalphaGamma, PalphaGammaHatAsym)
LgammaSym = FindLg.findLgamma(CalphaGamma, PalphaGammaHatSym)
printAndParseFiles.printValuesToFile(LgammaAsym, "Calculations_" + organism + "\Lgamma%s\LgammaAsymmetric%d.txt" % (globalOrLocalMts,chr))
printAndParseFiles.printValuesToFile(LgammaSym, "Calculations_" + organism + "\Lgamma%s\LgammaSymmetric%d.txt" % (globalOrLocalMts,chr))
else:
print "Error with Global or Local choice. Please type 'Global' or 'Local'"
print ("DONE WITH CHR %d" % chr)
def RunBICTest(chr, beginSeqName, fileName, globalOrLocalTest, organism):
"""
Runs all BIC test calculations.
chr: Current chromosome number.
beginSeqName: Beginning of the sequence name of the queried chromosome. (e.g. "Gene")
fileName: Output file name.
globalOrLocalTest: String identifying whether to use global or local Mt values.
organism: Organism's name.
"""
print ("BIC")
if (globalOrLocalTest == "Global"):
PalphaGammaHatAsym = printAndParseFiles.parsePalphaGamma("Calculations_" + organism + "\PalphaGammaHat%s\PalphaGammaHatAsymmetric%d.txt" % (globalOrLocalTest,chr), beginSeqName)
PalphaGammaHatSym = printAndParseFiles.parsePalphaGamma("Calculations_" + organism + "\PalphaGammaHat%s\PalphaGammaHatSymmetric%d.txt" % (globalOrLocalTest,chr), beginSeqName)
LgammaAsym = printAndParseFiles.parseValueFile("Calculations_" + organism + "\Lgamma%s\LgammaAsymmetric%d.txt" % (globalOrLocalTest,chr))
LgammaSym = printAndParseFiles.parseValueFile("Calculations_" + organism + "\Lgamma%s\LgammaSymmetric%d.txt" % (globalOrLocalTest,chr))
BICAsym = BIC.findBIC(PalphaGammaHatAsym, LgammaAsym, "A")
BICSym = BIC.findBIC(PalphaGammaHatSym, LgammaSym, "S")
printAndParseFiles.compareAndPrintBICs(BICAsym, BICSym, fileName)
elif (globalOrLocalTest == "Local"):
PalphaGammaHatAsym = printAndParseFiles.parsePalphaGamma("Calculations_" + organism + "\PalphaGammaHat%s\PalphaGammaHatAsymmetric%d.txt" % (globalOrLocalTest,chr), beginSeqName)
PalphaGammaHatSym = printAndParseFiles.parsePalphaGamma("Calculations_" + organism + "\PalphaGammaHat%s\PalphaGammaHatSymmetric%d.txt" % (globalOrLocalTest,chr), beginSeqName)
LgammaAsym = printAndParseFiles.parseValueFile("Calculations_" + organism + "\Lgamma%s\LgammaAsymmetric%d.txt" % (globalOrLocalTest,chr))
LgammaSym = printAndParseFiles.parseValueFile("Calculations_" + organism + "\Lgamma%s\LgammaSymmetric%d.txt" % (globalOrLocalTest,chr))
BICAsym = BIC.findBIC(PalphaGammaHatAsym, LgammaAsym, "A")
BICSym = BIC.findBIC(PalphaGammaHatSym, LgammaSym, "S")
printAndParseFiles.compareAndPrintBICs(BICAsym, BICSym, fileName)
else:
print "Error with Global or Local choice. Please type 'Global' or 'Local'"
print ("DONE WITH CHR %d" % chr)
def main():
"""
File options when executing this file:
1. Run Global (alpha) test
- Option number
- Beginning chromosome
- Ending chromosome
- Significant repeat files
- Organism name
- .prm file directory (Optional: default is prm_files/)
- First time to run -> to break up C and P calculations from the rest
2. Run Local (alpha, gamma) test
- Option number
- Beginning chromosome
- Ending chromosome
- Organism name
3. Run Gene Region (gamma) test
- Option number
- Beginning chromosome
- Ending chromosome
- Beginning of region names
- Global or local Mts used
- Organism name
4. Run BIC test
- Option number
- Beginning chromosome
- Ending chromosome
- Beginning of region names
- Global or local Mts used
- Organism name
"""
option = int(sys.argv[1])
beginChr = int(sys.argv[2])
endChr = int(sys.argv[3])
if option == 1:
significantRepeatList = sys.argv[4]
organism = sys.argv[5]
if len(sys.argv) == 9:
prmDirectory = sys.argv[6]
prmPrefix = sys.argv[7]
if sys.argv[8] == "True":
RunGlobalAlphaTest(beginChr, endChr, True, significantRepeatList, organism, prmPrefix, prmDirectory)
elif sys.argv[8] == "False":
RunGlobalAlphaTest(beginChr, endChr, False, significantRepeatList, organism, prmPrefix, prmDirectory)
else:
print "Error with True or False console parameter. Please type 'True' or 'False'"
else:
prmPrefix = sys.argv[6]
if sys.argv[7] == "True":
RunGlobalAlphaTest(beginChr, endChr, True, significantRepeatList, organism, prmPrefix)
elif sys.argv[7] == "False":
RunGlobalAlphaTest(beginChr, endChr, False, significantRepeatList, organism, prmPrefix)
else:
print "Error with True or False console parameter. Please type 'True' or 'False'"
elif option == 2:
organism = sys.argv[4]
for i in range(beginChr, endChr+1):
RunAlphaGammaTest(i, organism)
elif option == 3:
beginSeqName = sys.argv[4] # e.g. "NM_" or "Gene"
globalOrLocalMts = sys.argv[5]
organism = sys.argv[6]
for i in range(beginChr, endChr+1):
RunGammaTest(i, beginSeqName, globalOrLocalMts)
elif option == 4:
beginSeqName = sys.argv[4] # e.g. "NM_" or "Gene"
globalOrLocalTest = sys.argv[5]
organism = sys.argv[6]
for i in range(beginChr, endChr+1):
RunBICTest(i, beginSeqName, "Calculations_" + organism + "\BICResults%s\BICResults%d.txt" % (globalOrLocalTest,i), globalOrLocalTest)
if __name__== "__main__":
main()